XiaoxinHe/Awesome-Graph-LLM resource

Health v2 · maintenance only

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Adoption not part of the score

2446 stars · 166 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of research papers, benchmarks, and resources on the intersection of graph structures and large language models. It covers topics like graph prompting, knowledge graphs, GraphRAG, and multi-agent systems.

Use cases

• find research papers on graph large language models
• learn about GraphRAG techniques
• find benchmarks for LLM graph reasoning
• survey knowledge graph and LLM integration
• find datasets of textual-edge graphs
• research graph-based multi-agent systems

When to choose

• you need a curated reading list on graph-LLM research
• you are surveying GraphRAG or knowledge graph + LLM methods
• you want benchmarks and datasets for graph reasoning with LLMs

When to avoid

• you need runnable software or a library
• you want graph neural network implementations rather than papers

Facets

learning-resource · maturity active

documentation large-language-models artificial-intelligence graph-processing tutorials cross-platform awesome-list graph-llm graphrag knowledge-graph research-papers graph-neural-networks

Member repositories

For agents

markdown · JSON · MCP: product_card(name="XiaoxinHe/Awesome-Graph-LLM")